{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "override USE_NET <class 'src.networks.ExpTripletNetwork'>\n",
      "override DATASET_PROC_METHOD_TRAIN Rescale\n",
      "override DATASET_PROC_METHOD_VAL Rescale\n",
      "override MAX_CATEGORY_NUM 64\n",
      "override IMAGE_EMBED_SIZE 512\n",
      "override NEGATIVE_SAMPLE_WITH_TYPE True\n",
      "override LEARNED_FIELD_EMBED False\n",
      "override LEARNED_FIELD_BIAS False\n",
      "override TRIPLET_MARGIN 0.2\n",
      "override LEARNED_METRICS False\n",
      "override WEIGHT_TRIPLET 1.0\n",
      "override WEIGHT_L1_MASK 0.1\n",
      "override WEIGHT_L2_GENERAL_EMB 0.1\n",
      "override USE_PRETRAINED_WORD_EMBEDDING False\n",
      "override WORD_EMBED_SIZE 300\n",
      "override MAX_VOCAB_SIZE 300\n",
      "override OUTFIT_NAME_PAD_NUM 10\n",
      "override NUM_EPOCH 70\n",
      "override LEARNING_RATE 0.0001\n",
      "override LEARNING_RATE_DECAY 0.95\n",
      "override BATCH_SIZE 64\n",
      "override SAVE_EVERY_STEPS 10000\n",
      "override SAVE_EVERY_EPOCHS 1\n",
      "override VAL_WHILE_TRAIN True\n",
      "override VAL_FASHION_COMP_FILE fashion_compatibility_mini.txt\n",
      "override VAL_FITB_FILE fill_in_blank_test_small.json\n",
      "override VAL_BATCH_SIZE 8\n",
      "override VAL_EVERY_STEPS 1\n",
      "override VAL_EVERY_EPOCHS 1\n",
      "override VAL_START_EPOCH 1\n",
      "override device cuda:0\n",
      "override TRAIN_DIR runs/src.conf.test/11-05 20:18:19\n",
      "override VAL_DIR runs/src.conf.test/11-05 20:18:19\n",
      "override MODEL_NAME src.conf.test\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.utils.data\n",
    "from src.const import base_path\n",
    "import numpy as np\n",
    "import cv2\n",
    "from torchvision import transforms\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from skimage import io, transform\n",
    "import skimage\n",
    "from src import const\n",
    "import json\n",
    "import os\n",
    "import nltk\n",
    "from src.utils import load_json, build_vocab, Vocab\n",
    "from src.base_networks import *\n",
    "from src.networks import *\n",
    "from src.dataset import *\n",
    "from torch import nn\n",
    "import torchvision\n",
    "from torch.nn import functional as F\n",
    "from src.utils import merge_const\n",
    "import random\n",
    "merge_const('src.conf.test')\n",
    "const.BATCH_SIZE = 2\n",
    "const.device = 'cpu'\n",
    "class _(object):\n",
    "    pass\n",
    "self = _()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "building positive pairs...\n"
     ]
    }
   ],
   "source": [
    "train_set = load_json(os.path.join(const.base_path, 'train_no_dup.json'))\n",
    "valid_set = load_json(os.path.join(const.base_path, 'valid_no_dup.json'))\n",
    "test_set = load_json(os.path.join(const.base_path, 'test_no_dup.json'))\n",
    "vocab = build_vocab(train_set)\n",
    "train_dataset = PolyvoreTripletDataset(train_set, const.DATASET_PROC_METHOD_TRAIN, vocab)\n",
    "train_dataloader = torch.utils.data.DataLoader(train_dataset, batch_size=const.BATCH_SIZE, shuffle=True, num_workers=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 显示图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "cid2name = {}\n",
    "with open(os.path.join(const.base_path, 'category_id.txt')) as f:\n",
    "    for line in f:\n",
    "        line = line.strip()\n",
    "        if line != \"\":\n",
    "            line = line.split(' ')\n",
    "            cid2name[int(line[0])] = line[1]\n",
    "\n",
    "file_pattern = os.path.join(const.base_path, 'images/{}/{}.jpg')\n",
    "ret = []\n",
    "for outfit in train_set:\n",
    "    for item in outfit['items']:\n",
    "        ret.append([item['name'], item['categoryid'], cid2name[item['categoryid']], file_pattern.format(outfit['set_id'], item['index'])])\n",
    "df = pd.DataFrame(ret, columns=['name', 'categoryid', 'category_name', 'file'])\n",
    "\n",
    "def random_show(df):\n",
    "    print('total_num: ', len(df))\n",
    "    for i in range(5):\n",
    "        i = random.randint(0, len(df) - 1)\n",
    "        sample = df.iloc[i]\n",
    "        image = skimage.io.imread(sample['file'])\n",
    "        plt.imshow(image)\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total_num:  34\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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by+RcTUJXwt3Kygp6vR46nZWpV8DmYuPM/Hzx/SKAfwUXvfkCEe0Wld4F8GLDve9h5seY+bFTp07h2WefLXu1L5xEavlPz9O6wfR53xIl5yexvtBo8YmoO4Jv6Kmk7Ky0mQMWYosXWz0KP3JtVpVy9Htpzib163Q6+NznPjf2PZowM7GJaJ2INuQ3gO8B8GkAvwngzcVlbwbwryeVJS+lXWcnsSmf2JrA41SrJgncb2T5aAteG9aprWxN7xL673MevT6ghdNOp4ODg4OZ1rXnGdlnAPweET0F4I8A/Ftm/r8A/FMAryeiL8IF4//TNoUdHByUI8OXrjUL1exQG1vkfNOcLggRTF/btPCho0aA0cUW0Zt9Q4uvFobYt9bB5b30mryWD/I8x1NPPVU6Wk6DmedsZv4SgIcDx18G8DemLU8cB4sy3AsH6OUT0bc6ha5pQhPhdYfSApUsbmiBS+7xOYH/HH/68TuBFvz8ckSCJ3KeOk8//fRMqtdS2cblmyQqozjnfMn9Jc76qJ/nmVWZox1FS9X6WhmJYqCRe31pW65vki98BwvN1TQnEe4Sg/DMM88sjZ49E0JLfQJfVTkM+FK2PEdL1/KRkSbE1sJWURoAhvN5c7+JquMAjwhnQlx93NcmRL17/vnnZ1K9loTYznskiiLE3Q6YDGCqlaeIKolYh7XWSgh0Eh+hEeqPOC0zaGlbn0siADZHbAicZ4jJIALBMIqAfcBaWXOm8rcxYkyhWsfxBUOpi8zVTFT60wyHQ7z04oswweQW47EkxK6bPPULN0nWTWx3HuiRHSJA9bzKaWFSPXVZoXK1gBa6T08L8sxerzdmxa0ZSzNnJ0lSSrMhAwiAxrlwGjVrmvP+cwRSx5J1s6/nj047WiiT5dHQSPafC6A02sh/WT+YFktFbKC+yuS/fGhOnUdI8403PkQQ9K+HJ1BZtpA4cCdYjhp3fOlapgU5F6qLyApAZVFLkgQ3bvRgomhqp8OlIbb2nQ4JaD6h3bxoR7jAOAKGOouGz2KdOpTXpG0iQgY3OtM8Bxc2bROZwnIWIbL1gAJdpjxDlimblio1FxDTsOjZ4eCGyViaObvb7Y6NVgxZt6QxNAuddu704XMM6YT1zkHq46A7nl8n33tVypJMEk1LuE0yzKxYmpEtfmc+mth1kzQ+CeMaTs7pVS5r83IpU85po4osQQqB/OXLsICHctlUp+rw30NzOt+9ehYsDbFDQXZN0ISfNO+G7p0EXaYIjjLH+mZMonon0RJ2k0QP1Bc9tAYQuta/5sgTu9vtjsRDhYhejYB6OJBGUwcImShDz9FmS2szZFkOydI0TksgIqTZAJGprzmHBE0xD3e73aBXa71DV7liZvVSAZaG2ISTJ0+h8jKh2uhxcGmxqnnSZ+8ucG+EGDVXo3pQXhMH0UR1RKgauM7CyfNFc8/LOR8ZpZrweh631pZ5VJo6oNjNiagMGgBzqRW0xZIQG7hy5Yp6cVsjuIPzHxe4c1xYpQAXtyWNpAQnzgGeLgGNP/pHR5OsUDm3YM1tpK7+NCO/tcsyc2HvVppICHqeF4fEaQkNLAmxiYAzZ85gOBwCaBZSBKERY63+7y0pEqNMcNYCIbYra8lxHJcJb/15Wd1Rq7se5RKCpAmv32OccQWQNYTZVK+lIDZAOH78uGNPuQUxwzDKnGQwBOSjeqtrhNE8Z8ySAUmNaGofH+ULaDLHVp2xzob1fe74qMqkf+u5uV/kUBsX1iPPCKuB7bE8enbhW6UTtOp5c9Jo1xkZfN1Wo600q5+tnRH9xYuQChginP8+2lFRhK8QIbWkryNlZsGSjGwHibCIjIEt1BpbjBJD4rddNzpUeqiwTKMaHMAMq0OaUJL6QyBOiHEclVYtZs3Gmx0YgMpBUcr0AxZ8WUVzMuEya2trmOXNlobYpf7Khb5qZS0YQRtw3bqkoy0BQM+lFs6HvH7vJIwKiDqTA5fqkDFUEFubROsStZ67/VQgTc+W++W3drpcWVk52tK4MW5NWLNAwwAbKrMeFlcCyGuE1o0j81t9TpUyJ893wjUqNl1f23asNByB4ssTWujSXqpSjm9i1XWQ+/R5Ke/YsWNTta1uubEgovcR0YtE9Gl1bJuIniCiLxbfJ4rjREQ/R257p08R0WvbViQb5lhZXwPHQIYqF6kBITEJxCVXgtrEU8SxbUDbq+M4Kc+PM0Jo7iDEMaZKnUHkMitymdnYRVWyck6wlssP4MJsyToBU3KWi1NDBEJMBjEZlwi/+M9ZPtI59PxtABAzbJahE8U4c+bMTOvZbQS0XwbwBu9YUzzX3wRwtfi8FcAvtK1InCRYXV0FMGoBa7KZVwSq2421WqMlX98UGRLU9PnQXOrPp8KJZOT5PmVaS9D6tdRNRrp2htD1025KorLt7e0djisxM38MwNe8w03xXG8E8C/Z4T8AOE5FwEAbbGxslC+mX7KJKEIAHf6qpVWd5kLuEfjP0Md9tqkJqNmqNnbIcV+qlg6hlzNXVlZq4b6+FO5PDbqTxXGMK1euHNrIDqEWzwVA4rlCWzydCxVARG8loieJ6MmXXnoJgEuL5Tvh+fBHpxwLdQo94hvqEDwuBPINOaHffp38Tqo5Qij0R3OBUP30cXnP7e3tILebhEXr2aHWC7Y0e+E/ALCzs1Njw76zvHf/yCj09V9Ra5rYY6iDhEZ5G8lZ/9fbTGliWmvLvG66c8j7yLfvjKg/URThwoULNzUipCmea+IWT01ga3Hx4kUUZY58NKThdMy0jCg5niRJmc1AWL3kQkuSCMaIPb2KxdIxWPIMZwBxum2eV3uOaOJoTqDTTutRLoYUMf7oOThEuJCMQOSCBO6///5GrjQOsxK7KZ7rNwH8cCGVfweAbwq7nwRrLe66667asab5GqgH1gmBZATLxmeyjKjndz8dlf88OS7zq/jG9Xo9HDu2XsZS+/dojiRmVbGD+yxdc6xQCi+Br6czO7Pt+fPnZyL2RD2biD4A4LsA7BDRcwD+e7j4rQ8R0VsA/AWAv1tc/mEA3wvgaQAHAH6kbUWYGZcuXRqZw5rYpzSUEEWI0O12wcw1Vinl6e2V9DyrR4+2U8dxhMFgUATaR7XGD+nHZbng0komApkk8BFCSxYnSeuV2ipc12v/8pvIpdHe2tpq26w1TCQ2M/9gw6mReC52rfFjs1TEWovz58+j0+nU8qq4hh29XkboYDAYsTP7CW3l2jKZu9oqQj/HV5myLMfb3/52/OiP/ijOnj2DKHIhs1mWj9yr2qB8H32+0+mUHdAXAJuEM41axzRmqlU8wdJY0GAIJ0+eRO/6DSSm2kKRSRo/GhHYJNm7JqRWxbRnh5s7gTzPggKblOnui9HrDZDnjDf/8I/g5MnTyHPJehCBOSvL99UyAMjBsOw2grOEapvFOALboqORs85lbAEOS/suhYj8t2BWvhgzeCYtDbHjOC5VivooE2tVPURXFgWEncs8LaNHCz0yUp31a9SoUumyznImLNjaDOfOOc0xiirJXJti9YKMLsvXy/U6tu/0Pw4yLYiJdmStfgoszRKnMQYnTpxAv98fsTYBdeNCOYKKJb8oiso8aMNif01tpdIGDHe/zyadO5S1tnQwLOfi4ro8r/KcuMPVHK9VQJ+IIoWLr7cWyJrmfQ2tYmrh8lAEtJsJyW7oGyMq+/foipC44grb9wP/6pKsLezYfhB/VbYTyFaKTIROJSRjsL6+WpMD/GA/uV+H8OpvXV+p8ziDSlV3N/1Ip9jZOV17/2mwNCPbt0KJPgrUJVJNKK3DavYZUodEFatziio5rVwLAIPBoD468xx33XVX7VnaLOqbNIVt+6qcZFkWoutn6N2BdHv4XOLChQtjjTzjsDTEJiKQ0emlRpcOfSOLSNaj8/zo6pHfiOKyVBsdXNnl3TYWBlSoYufOnSs7mF8n/V+u0Y6FclxYen2Pk9EIkFC5Utf9/f1aUME0WBpi68YSjNO1Q9fre5r+h8oiolLM1eXqYMPt7e2gS5CvdvkWL38O1wTW8/Uklizc4uTJkzONamCJiC3wR3RIMBPInKhVLD36/ZHtGrli3SV4NOt/FEWlJE5EeOSRR7CyshIUwspivKkotIKn6yJ1l2tCHE2/RxzHeOCBB2beAWhpiC0vePz48RFi699a3fIbx4e2l7tPXbDx2aZPmHPnzgHFNQ899FApVNU9WcNux350h09ozdJ9YVLK8e8dDocz28WBZZLGGQAMumvr6Pf7xQsSjBAbbi53QSGy8Wmzn5k0kraPC118owojr85lebGpC2Fvb88RLolxcX8flhmWGcW+Mer5mk0DsDlsVhlhnHDGsCBkhVcKKLzOrjujyA5EBnGUwObA7u6e4wKY3q6yNCMbcFLv6dOnnaWpaACtyvgCmj6m/2v1xs9PNm6+k4YWznH33XeXo/nq1as1H295ll8HZkaW5sgzC5szCAZJ3EEcJYhMDENRzdSp2X7ov8AYg16vh51Tp47+nG3ZjT5Z+coRZpGgerCAI051jRhSgMqgIcSZ1EjSUQDXye67777y+OrqKnq9QVBI0/cDzkkytTl6wwH66RA5GCaJy4/sB163JdSnFp/7lM8trs3tzfNUWTjkhbe3twEUL2dGA/yavv1Rr4ks55vg3yvPPH78eKt6++XruonBR3ODkITus/ImqV/KnGXeXhpiR1EEJuDs7m5JXGMMXB54cvN04UJcjVSd8dc5JgAWWTZEnqflzj7GxCAa9RwJQRpZDBhJYdUTNGWH0PXStvM8z8ttLLR1MDSStaAmHc6PLqGCcxk64no2EeHuu++GRV0CDxlNhK3ZYqMVXY7vitRk5QrJAMxV8N3e3h6ASm7odOLa/txaMpf/offyV+v8Dhca2f5x2ZsTPNt8DSwZsZkZ+/v75agWaDaurw01kr/ZShN7HYckSdDv93H8xIlaHfTijG8Bq5dZ39Wg8j2nsnOGDC0a/qgeDoc4fvx49Q4zbNC4NKoXGQNixunTpx3bpLpRIWQPDrHD0Fztj3Jg1Cfcl6x7vd7IKJKgeS1YuTrWyy7vUkJYbi3yglUTEYwX1jvCrknW1isPlWvXrrlnWgsy05NuaUa2Leaz3TN7GPZycF71eN/32zVwfeNV2S+rvmdInV1qRwY57rNeaxlpmiNNc4CiUpklRFhfW0PEbtWzbuaUaJViWgBgiGCK3+QqXvvWncW3ylUWs2LuJ6A3THHt/gfAiGFMPBM7nzX85+1E9GUi+pPi873q3E+TC//5AhH9J20rIiqP5AcD2rPdNtf5U4F/TsM1/uh1elfAUB2ayp+1Xvq4qH+z6tjA7OE/APCz7LZ4eoSZP1xU6H4AbwLwQHHPz5Nv2hqDPM9r0q+vc2qi6GP+HOrPo/7qkz7nE1rmZu2oINja2qqNRt+06Zcf6gA+AUOdRwtlWhh9+OGHRzxjpsGs4T9NeCOAx5l5wMzPwnmZflvbykRRBCg9sklalWNAnZD6eJMeG7J6aRA53zZxc1KFYHNzs9xRQF8fKkP/DgUCNAt39TrLuc3NTVy5ciXYwdpinjn775OL1HwfFVGcmDP8pzhROhnoBYPA/UE1S875HUWPhqZRQcWz8zzHxsZGbXWJmctjoTXtJlVOn9fEC41+n4Cy2JNlzhfu8uXLI+8yDWYl9i8AuALgEQBfAfC/yHsFrg12QfbCf/SLyv7ZQHMyPN14egVJrvOl29D9IUheMglJEgmfWaJCcrVAEe48IS7EXAUE6E7i//Y5jzEG3W4XFy5cwNr6OoDwPiZtMNNdzPwCM+fsci3/c1SseubwH/3iW1tbQZVL/9ZuQaOq0Hgnvkn1SNMUZ86cKY8JgU6cOIHhsMpU5LPgcaNt0jl/vVs/GwCuXbs20/tozNQiVA/D/dtwWzwBLvznTUTUJaJLcHHafzRt+SsrK436p4YvGC0CRIQ8Z2xtbY3stLe2tlayKR18Nw2mracQX9YM5sGs4T/fRUSPwLHoPwfwo0XFPkNEHwLwWQAZgB9jyUbXEjbPce7cOXzhzz5XjtKQeqJHuT+HNUnabSAuv5cuXUKapjUnhLNnz5bXCSsXuGvGp/GoC4r1c6FoVc25Hnrooanfxces4T/vHXP9OwG8c5bKELkxnd6kAAAffUlEQVQIibsunMMzX/oi0nQAibB0DgqVo3xTNn1/tNeuYVMukerzRKJORUDu0mzcc889NScBigx2Tp2CBYoNWl1Eh5vDYzDDGVYQFc4Vo/JF/bkuj7h0kir6owo8ED/2LLN40CM282iHmYSlMZdqiLusSOW+dA1Uzvm+JD4NqtWpSp81ZJBaHomUZGYcO3YMxjhrGlFWjHozshDjy6RNqhUwKslruYNIVs5SnD59WnWS2bCUxL527VphLoyDu/gBGCH+LJA5V6tScZxgxUS4fPnyiJDnsjBqdlyXxokIMJX7U0hFatLLm44zM27cOCg1gSoiZPr3XRrbuMYjjzxSNrSf1S+ky06aJyddI5Bnnjx50rlHebr69vY2Op3RkF8XyB9+XtNzQ96wPqqIkrolcdYOvpTE1tJ40wieRvhqahy/bPm/srJSbumgIYlqZZ6tY7ooDf/9QhygYunjbehtsXTEjqIId911F3q9Xk210S+rLWdtGkCrcU33aMl3b28Pq0XKSHmeMQZra2tYXV0t581RAkweeb5dQBNcVvh0XeM4LlOGzRPUBywhsQHHRnu9Xi3+yV+alO9xDoCCUMPKcf8aay2uXr1aOy/3Hjt2rIq1Vhauernjt1MWaCNKaC8zLUucOHFiZhNp7Zlz3X1IcA1Q17FDn5BuOg1806SYNC9duoRMLXjI98bGhssbCtTUo6ayfRatj/kZlEPEFpfoy5cvN87r02Apie0aAIFRMzrXhRZCQgjZq3V58jvPc1y5cgVxEWAox5ndqtfW1taIl4tvpg2N7NCcrN8h1AZy/tKlS7Up7VtGQHNGFJdLfpjmyC3AMID6iC+X/NdL5r5tuSqXwF4Gfj3nui2dXAPfc8/dZV0YlWdMFEVYW1ur+aWX+nmDbTsEd96COYe1Vfal0rESEdg6n7UoSvCa17xmpN6zYOmILYiiejJ3H/OYRHUZoWdINqI8HyWasPGm8qaHtwGM2sBGuMXJkydnSl8ZftISQUbHsWPHMBwOa0KaFpj0p+2I8juGL4AxMw4ODtyig3QCiP9aXNZLlzVtZ6umoajGkdyz6gH5EsJ0//33T/WMJiwVsXXj7+3tlZEUIe/QtkaVSc/SUrWL3rBYX98AUG0Gq9Wy06dPj6iEbdFkQGnqqNZaDAYDJ0OM2bqyLZaK2LoR7rrrLvj5T3SDjNOxJxHAP6+lYctwecZqer3cY3Bq50w5P2s/NV89FPjcR57vS+iEKheMdD7JCXdie3tuSRxYMmILrHUJ8GTztFkdEULQje/DNbpD/2CgCFK/JlSm1LtJM2hUEdkArG0FlSAqq16LwlIS2xiD+++/v9zMTQsnbaXd0DXj7i117eK/my9Hrw11PC2Rt5lStDAWUsn0NYPBAEBYPZsWS0tscRRYhDHBx0T2b5stc011aVvHkNRdsfhwR1oUlnKJM8syXLp0CabINrhoYvvQgtOpnZNAYb3iBlYfQt3sGX7GNOoiMyNNs1INXMRUtoQj2yCOOzh//jx2dnZqq08hC9U4hFbKQlK8vu7k6ZPO04SKfcG4YKEMwDI63WqJswpUiOBSbRQGnmIe1h+bw7FtRLU5Wj/becy4HOjGAKudLi5evFg8xxTGpdnRJvznPBH9eyL6HBF9hoh+vDi+8B2ABNZa7O3tld4Z/oLFoqBXkYR4p06dcoFz1Lyk6N+n0XbUtpE9rLW4cuXKSI7zWdGmq2QA/gEz3wfgOwD8GLkwn4XvAFRWqhB2ZAFAsEhCAxVhRIrudDo4derURBu0HyXalni+IUg/pz7C3bkkScpUHzdFQGPmrzDzJ4vfrwL4HFyUx6HsACSw1mJ/f79c4100oQGURhshWBzH2N/fB4CRMB+/bnKPH6/dFm3W44kIDz/8cPmceTFVCUS0D+BRAH+IOXcAoqbwnwJRFOHs2bMjlqOmUdcktU9qTE00a93WFcxcZicGCuGIqxg0nYMttAI2DUJ6v57P77333oV19tbEJqJjAP5PAP8tM78y7tLAsZGacmD3H+88Lly4UEtYe9jIsgw7OztlOJETBqvzks5a72I/r1+YYMSiRi7ubHd3dySp7axoRWwiSuAI/avM/BvF4YXvAOQ9E6997WuDWzxMi3EslplLIjJzofKNZjMqKlXL+e2X3bae43R1baDp9/vY2tqqdap50EYaJ7iggM8x8/+qTi18ByANay1Onz6N4bC+pfFhQI+kc+fOlQ2uzwuE5crCyTSE9m3iuszQvE9EpY1+ESO7jVHlOwH8lwD+lIj+pDj23+EQdgASuJcmnDhxEoDTY0HjBaCQejZqioyAWjI9iziWbZ+APLfY3DoJlHt1q0aWnGxFLhPpgDp70jhoWUPLCeMyOWRwDgwuEMHCzEnwNuE/v4fwPAwseAcggTSG3n7YTHhPrUbp/17dgsdEx07TFMePH6854/srVb6q5dKCTH6npg4o9dVbScm3uFQ3vc+0WEILmsO41aMQpmmMpgZsKwdqYs8TGjyuTiL1y/MWgaUktl4qbFoj9uGPwEnQI7pSp1Cko6rvHBQyfoTm0UmCoIbmFD6Ll/cWLaXtO03CUhJbE3jSGrGPcdYv/5genS7Sozqnd673O5L+7ztXtB2F0tG06qYta8aY0qgk7TAvlnLVC6gEoPX1dadnc16qICH9NiQxj4Nr1CqezBlMqu0ZmzZoEwOH7gy6zHHP09BSvRDeV7EeeOCB8ve36KqXgxB7b2+vbJB5Xzg0T+pEeCsrndp5/3lEVO71KaNy1hEX4kDaUmaMwWte85qFGpSWktjywlmW4cKFC0GdVKPtfNZ0nRBsfX29kStowUmnzJy1A45j+8a4ra4efPDBhczVZbkLK+kQwMwLi3Pyyw0ZMEKJ7kL3aiyqXiILyJyd5zl2dnZqKtm8WEpiSwNGUYT7779/RP/UDRxq7HGrVQIx3Oicp2trx2pGD/1Mv37OpOp8v2tCHEatfU3Cogh4MlcLkeM4xnA4xN7e3kh95sFSElteLE3Twsu07ma7KPiRIDs7O8FIUQ3/fJs5tcnA43MWMeYMBoNyUxzdEebFUhJbv9hDDz1USr1+ZsFFQCRr5iraYxz0Ply6LvMSQwt9cRwjy7PSQ2VRrtRLSWwhgDgTSLqqRY9szUqZeWQ3vFCn8vfMDC1utOmM/qgW06twsc2NzYX6ywNLTGxp1O3t7VpCd3/+mnaUayKJLm2M23djZ2en0UImErikyNYcQRtb2lq7/A6it32O4xj33HPPWLlhFiwlsQXSAIuWxoHRxrbWotvtTrynSS3zl0WnRZqmZSeSjrdoLCWxdaP5eUSalgV9XTwEXyjSI0dUnSYIQUMBdtPO26E66MT1URThda97XauypsFSElvg758tv5sadVoVRdvfjTG15LST7vHR1jaubeDyX37LdJVl2UgA/iKw1MSWVNS+QDRuAaTpvxzzV7A08WRrJw2fOE1eM3pJsi10HcUeLx4wi8hC7GOpiS0Sqo4KabKRN7HocdeJXkvk0k7v7u426tlyjyOoRFrWOwMzg9Heli0cRRZisixDHLu9wy5fvjx3KiwfS0lsTag8z7G7W7mdi6rkXz+LxGqMwWAwKDnIuO0Y9ciex2Q6bgoSDAYDHNvYWKg9AZgv/OfttOAdgNT95W9ml+dbC2iLgnQcYe9uC+Tx8H24F0Fofd5Pbb1ItFnPlvCfTxLRBoBPENETxbmfZeb/WV9M9R2A9gD8P0R0D0+Zd7woCwBw8eJFPP/lvwwGp8+jlsk0AajtDydAq4JNJtVJGGfPL8tll6nppq56cXP4TxPm2gEohPvuu6+c33wX36bGaGKBISHNhQEBx44dGyvYMXNNftChP5Iyu8kO7tdJdxRdpyiKSovhom0L84T/AHPuANQEaRQh8N13312u8crxRUATEQDMGGnaH82+lD7pOT58lyfpKIPBALu7uwufr4H5wn/m2gGIxsR6+SPn0UcfLS1M2iwJNK8vtyHCiHmzhaCnLW6LsOzJ80XyPjg4wMWLFxc+qoE5wn94zh2AeEysl69CPfDAA7XRXKWBnh9V50AZfTHuujb26lnt9ZIK67777huZEm7Keja5J46E/9Ah7gDks8o1Lx30onu9K3P2e+d9tv9xOxYsZqrSmCf85wfpkHYAKsopbdFEhMEww9raCkxMYHaeoG5vD5FitbnS68N+shpIjJYtXZHKNBhUt9b5uHHjRrlYkecSw+28XdxzCDrEKGTZs9aCi8OlFM4MExNMDly77x5YzziziA4+T/jPh8fcM/MOQE1w2kizhaz630zo8joSz5B6QH4bvPrqqzXvEbF4AeEtqdpyoiiKAON2DHz00UcXmv9MsJQWtBCE2HovzDpctuJpkCROzYnjGLkNMx/fN/yVV14puYHWEHzJXsOf50PXyHPOnj2L/f39Q4lcPTLEFn9toFoMmWgL90Z1SIIXU2lk3A6/Pvx7Dg4OaosoemcirS00YZwAGEUR7r77bmxvbx+KFW1pia1VKGYXJC+9XUZ3Y8NKSqoaRo0xemehlZUVQD2zaSGk3++XAflNu/f4q3RyTKuNusNoE6xkIF60S1K9BZYcJ06cGDEpjrOg1RF2VNShPm3s4kDdI3WSlW4aoUreTdKBHQaOBLGZGQ8++GDJcv3N1OsXN49on+3LCIuiCBsbG+Ax6o48S7aFbApJCknhTUQPcaarV69OnApmxZEh9qOPPlqzNI0sa05g3SHIKLXW4vjx4xMb2FpbEltb+UJpribJE02d9cqVK2W5i8bSE1tG4MMPP4p0OESHIhgGYjIwXBC98TVs7VNm7i86hSOU4xQ7p7ZhovGj0BiD4XCo/seQNJZs63ZzHe1ZSuFUfVz1qoxLTIQstbj3vgfAC0hdGcLSExtwDbu/vw+g7qky6yKEQMqKogjHjh1rxTr7/X4taGGEwwCtV+b8ugwGAyRJAh5dSlgIlp7Y0lBnzpxBr9cvieOfb1OGD+EaSZLg7NmzY/foEqK+8sortQ7nr17p500jpBERhqnjGlmWHQrBl57YgFZfFhduo2GMwcbGRit7tGbjkzrHPPWkxpxFs+NIEFtDvE3boG2jE9HExQcZvX7AnZzTZenrp5Gq48hZrxex+Uuw/EMp9RDgWGJlMhWpGLImjdFGD61/a2jz5fb2dtBEKfcK2z44OIAxBmmalsKXMabYdG1UFasZW7xyDVUuTrKD72Gs6gmO1MiOIrcjjp/1gJlhwTVp14Jdojr934MIWGma4uzZs8FG9o/1ej0nRHE4Ua2Uq+frSWvkcq1kV8zy23jOFpw7dw7dbrfmEepjFseBLMsaie1fKwYdP1pFW83aJNbxTa1RFOHee+91dvpDSt95ZIidZVkhkfdqm6vNA+0h0hSb7RONiEorniZ4yIQrc3ZIFtDzuXCJe+65p9wl8LYW0IgIu7u7iOMYg8FgpLH0dU1gshWrhwEjBiiBiRKQiZEH5DMt5KVpWrJ9ZkYSd5XTgzOyEEW1lJra6kdcfQAgSmLkbJGzhQXj9NligziEHQjmxZEhNuDYuI8QO28rBesRKOHBTddpOaHf75cjVjxpXFnhrSQn1YXIOUHce++9hyacAUeI2NZaXLt2rYzPCglB06o6uuyVlZWxEZpC5K9//eslkUH17ISAc4/y7w3B76QHBwe45557agacRaONw+EKEf0RET1FLvznfyiOXyKiPyS3+88HiahTHO8W/58uzu8voqLMjMuXL5dLkn5jhebMNmVKo3a73Yn3DQYDvPrqq+VoNsbARPX0H+M8VZrqQOQCC8+dO9dogl0E2ozsAYDvZuaH4XzE30Auafz/BBf+cxXA1wG8pbj+LQC+zsx3A/jZ4rq50el0cOnSJTBzacXSmRl8tCG4BOlJ9OQ47xDxW/e3XSIikKnUsNKZUKl9tQUQQ4Chmk4tAYbCWcblIZ8HbcJ/mJmvF3+T4sMAvhvArxfH34/67j/vL37/OoC/QQuYiJgZu7u7pT/1ItidWOOIXJrKcXN2PeDO7Wpfv8iWRJd6teE0/kqZhP4chitx2yCBiJwb8YsAngDwDIBvMLN0cx3iU4b/FOe/CeDkvBUlImxubiJN0zLp+iKiMoQztDFRXr9+vdwI1T030NFoPJG0bKE7hEDqccvWs9lFfjwCF93xbQDuC11WfM8d/tMEIXDI6OA32jSSMDC5cbVz4bhnT8tp5D7xwlkaaZyZvwHg/4Xbue84Eclw0CE+ZfhPcX4LwNcCZY3d6ilwPYxqED0yZoVY4owxrfy0B4NByWYrotqZiK2FOvGU0dzlVknjp4joePF7FcB/DBe2++8B/J3isjejvvvPm4vffwfAb/Miak7OIyQHIQdBUl0QopqxovwoM2YTtItTG7Ypo9uYGICBtYChTrmZqmysGrK6+WbViAw4tyB2byFbSIeSBi0KbVa9dgG8n5xPjwHwIWb+LSL6LIDHieh/BPDHcPFgKL7/dyJ6Gm5Ev2mRFdaNtogVorqOPN6rpdfrIc9zJPHovl/aLBoisJYvxMauO4Uk5D1MNt4m/OdTcDHZ/vEvIRBkz8x9VNs+LQwMBqHu1anXk2dtJN3g48phZly/ft0JiN2K5ZNaFBnHwEJWPrk3SRLs7+83yiOLwpFZz2ZmgKpAPz0aZ5VcfdY67tlULIDo+2p18+qp6+d3Il8oM8btKHwY87TGkTGXGnLz5fHjx3FwcDCiZ7dhxSG08XwRNizX+oECoU7jC2wjHQJ1L1TJwXaYBD8yxGY4DxWdmC7UuP7vSZjm2kkje1pC6YTyp0+fXtgGq004MsSWnW/Pnz+P4XBYqi7zpqWeZgro9XqtRu4kSCcVYkvCvTtsvEBknOBy+fLlmvFhHkJr27T8H3etRHCGzk0L3cmYecRT5paZS5cB4lB46fLdyDOGhQFTle5xxP+sTZkU9iELQUJ/ALjoD0TOyTCw6CHQZlHf+THNM5g4AkUGB/1ercO11funxZEhtmDRmYTaliUrU/59bTuLr0HoxZXDch32caSITUQ4c+YMOp3OWIGszWpT070hyGgs3ZfV8Ta6tZ7f5fqaZ+whsOwQjgyxpaHOnTuH7e3t1jsMTNKfm9bDNYQY3/jGN2r3toHfKTXhJanfzcKRIbZkSdjY2BgRZppWosadb3NOIITt9XqNer2/MNNkMfN/53leS/11mDgyxBYzYrfbxe7ubjlKmoQZf+Q1dYg0TVsvb8rI9q1jIYOJz5p1JxAPGRnZOoK07fQzC44MsXUjnD9/fiYzqZ7L9WfSnCnP6vf75bG26+T+tXrOFsLfDFMpcISIDVQj6dKlS2X+sjYjeBzGJuLxrtPEFmj1alId9OjVWZauXr3aKlfLvDhSxAZcQ21tbU28Zpry2rDOtqtbbaE3Qfc3jzssHCliy0Zq+5cvOS/NApoNT5K+9Sj0d7Vvgqx4aa9Wfa7JRu8/G6jmfxHSiFzYj/+8w8CRWeIEqrlTAudrGYta5IgL6ePAZJ9xLhwShY3r6WMWFQyoMitHUYRLly4d6gKI4EiNbHFYOH36NAaDQau5tgm6cduoPsYYvPDCCwDac4QmiCQ+HA6R5zkuXrx4U/TtI0Ns3ahnz56t7NRTNLa//i0EH5fwTo/iF154AZ1Op8aC53kPMcGGRvZhzOHzhP/8MhE9S9XuP48Ux4mIfo5c+M+niOi1C62wMVhZWcFgMKixckEbq1hbVyT9TGYuMxJr/Xoa27reGF3mbdlqqmmKWSTazNkS/nOd3I4Cv0dE/64494+Y+de96/8mXEL5qwC+HW57iW+ft6JtLGazOhG0bdhpfcSaLGoie8icfZh+ZxrzhP804Y0A/mVx33+A8y/fHXP9VNBLhdKYIeJOs8Axjo3rQLssy1r5l+v6jSO4aBc3Q+0CZgz/YWbZ/eedBav+WSKS/Yjn3v2nCVo31d8aTc4FTQ1KRFhdXZ2YKUkI1WYU+s/SK1vyLY6G8vtmYKbwHyJ6EMBPA7gXwF8DsA3gnxSXH1r4DzOXCyLyXwtLbRc/dHmTRrafv6XNKGxaJPFHe7fbLfcavRmYNfznDew2d2NmHgD4F1jg7j8hiHCj2bb/f5o5W6eklM3bQvf5KtEsKlJowQRwqTE3NjamLm9WzBr+83mZh8l137+F+u4/P1xI5d8B4JvM/JW5K+plWtANOI0063MDZka32228R65tkxBPfreBlHvhwoVD23vTxzzhP79NRKfg2PafAPh7xfUfBvC9cNsyHgD4kUVVVqtVerfbaVh26PjNYqMaIpHv7OwceiSIYJ7wn+9uuJ4B/Nj8VRuFngPX19eRDpxhRbsp+QaPJkOKqq/bMmLMM0uTrFcP/7pp5nUpT2K8bgaOjAVNIAKTJLyRbAUhoUgTZRybXV1dbXyeX47WkSfZyP1zWi6QeyVpzs3AkSG2bjAil1i2TbKZkI7rnxcTaNN53+LmPzPERdq8j2wqu5TS+DJAGv/MmTO1Y+Ns1SHWrTvP+vp6ayJJkhwdnhsqdxI6nQ6GwyEuXrx4x7vUhzZMZFmGnZ2diaNWY1xHWFtbm2h4EYlZbNpNwmFblpznOdI0PbQddUM4UuvZeg4cx/qmVYPauBM3zcmz5hiVEKZx8sKicWRGtp8bbHt7G4AaabkdSV1h0G7UTdKzmevpLrWBJ1T2uGlFjiVJctPYt+DIENsXiDQ79T9yfWiulvs1MSRctsnWLnJCW+Lo6UUbb5pwZ86egG9+85tIkqQ2n7aBL1BZa7G/vz/2+pDkPS90Z7xZUSFHltjD4XDE2BGCXjQJjTRrbZmpKFSWXDtJ4tcIrXr5vyeZYA8DR4rY0kBRFJWpNvQqmI6d0iNHE9iXpPM8x9mzZ8dmJNZ6tM4v6l+nf4cIrN+j3+/jxIkTN816BhwxYgMV4TTrntRgoRGp/4uANg5NEn4b3TrEDay12NraukPsEDQ7BVweUSHirOxQ5uzNzc2xe3TJtf694+rqPyP07GvXrt0hdhN0w1+/fr081tRg4+zVgPPdlsTybaFXp0Kjuq0VjYjKHXVvFo4MsTUbNcag1+uVHqay9ZIPay1gudS7dVJ6X+AaJ+hp7pHnOWAIOdsyKqWpUwkn8tfiZTHn8uXLtY1lDhtHhtg+JNR20sjWH9+5T3eScY2epmkZ8iP6uHQA36FinNOEhrUW9913H5IkuWnepUfGXOrbwfX2EeNSQ9e+vfPD4RBJkpT7joSQpimSJCmDEkJhu771bNK0YozbjO7cuXONThWHgSM7stsklh83ymQBJE3TWnC8D2Hv4pSoucksRJLRf+zYMWxubk61UjYvjiyx9RzbJEmH2Lew3iiK8PLLL+PHf/zHg2vU/nNu3LiB7/me78H169dr+VxCZtpJIHJbMUqM152R3QAh3rPPPou1tTX0+310u10wV35pIsSFjBlELuvRD/zAD2A4HOJd73oXADQ2uhB0fX0dH/nIR/DKK6+U21bo58ocLp1D7pPVrTiOy60XoygaCdO9KWhaTAgsLkRwecV/q/h/CcAfAvgigA8C6BTHu8X/p4vz+5PKft3rXseTYK2t/c/znPM046f/7It8bnePDYi7SYe7SYfXV9c4NhEnUcyr3RWOyDAB/OCDD/KnPvUpZmZO05QHgwFba3k4HE58viDLMh4Oh/yBD3yAAbAxhuM45jiOOUkSjuOYoyji9fV17nQ6vLKywkRUnjPG8Nve9jb+q7/6q/K9sixr/fwQADzJbWjY5iJXHn4SwP+hiP0hAG8qfv8igP+6+P3fAPjF4vebAHxwUtltiO1DiM2WmS1z78YB/4v3vo8J4M1jG5xEMRPA/+n3fT8//9yXmS2XRJWOMxwOy2NCeB/9fj94/NVXX+U8z/m9730vr62tMQBeW1vjJEl4ZWWFkyRhuOAIfuihh/g3fuM3SsLmec7MVYebFwslNpyj/0fhtnf6LTjB9qsA4uL8XwfwkeL3RwD89eJ3XFxH48qfhdhZlnE6GDpi55YHvT73bhwwW+Yn/+jj/Nxf/CWzZU4HQx70+q5jFPcJpNH94xpyjXQK//7r16+Xxz72sY/xD/3QD/HrX/96/t3f/d1aOWmajtRfytD1mAVtid1W9XoXgH8MQMIXTqLlVk9EJFs9fVUXSERvBfDW4u+AiD6NbyE88cQT8nMH3rsfAi62uWgisYno+wG8yMyfIKLvksOBS7nFueoA83sAvKd4xpPM/FibCh81LNO7tRnZ3wngPyOi7wWwAmATbqQfJ6K4GN2hrZ6eozFbPd3BzUeb+OyfZua7mHkfTuD6bWb+IdzsrZ7uYG7Mo2f/EwA/SW5Lp5Oob/V0sjj+kwB+qkVZ75mjHsuOpXk3ujPobh8cOQvaHcyOW05sInoDEX2BXHalNix/qUBE7yOiF7XqSETbRPQEuY3knyCiE8VxokPMJDUJt5TY5GK+/xlchqX7AfwgEd1/K+s0A34ZwBu8Yz8F4KPsNpL/KCq5RWeSeitcJqmbhls9sr8NwNPM/CVmHgJ4HC7b0pEBM38Mo6ql3jD+/ahvJH9omaQm4VYT+9AyK91inOEitUjxfbo4fkvf91YTu5W17VsIt/R9bzWxW2VWOoJ4gaoEQ7tw+eOAW/y+t5rYHwdwlYguEVEHzkL3m7e4TouAtiL61sWFZ5JqjTZLY4f5gcus9GcAngHwtltdnxnq/wEAXwGQwo3ct8BZFD8K59jxUQDbxbUEp308A+BPATx2M+t6x4J2G+FWs/E7uIm4Q+zbCHeIfRvhDrFvI9wh9m2EO8S+jXCH2LcR7hD7NsL/D33YPf/anAMvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "random_show(df[df['categoryid']== 4459])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "#显示所有列\n",
    "pd.set_option('display.max_columns', 1000)\n",
    "#显示所有行\n",
    "pd.set_option('display.max_rows', 1000)\n",
    "#设置value的显示长度为100，默认为50\n",
    "pd.set_option('max_colwidth',100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "count_df = df.groupby(['categoryid','category_name']).count().sort_values('file', ascending=False)\n",
    "count_df.rename({'file': 'times'}, axis=1).drop('name', axis=1).to_csv(os.path.join(const.base_path, 'count_cate.csv'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total_num:  580\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "random_show(df[df['category_name']=='Boyfriend'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1041\n"
     ]
    }
   ],
   "source": [
    "cate1 = 64\n",
    "cate2 = 37\n",
    "co_occur = 0\n",
    "for outfit in train_set:\n",
    "    all_cate = [item['categoryid'] for item in outfit['items']]\n",
    "    if cate1 in all_cate and cate2 in all_cate:\n",
    "        co_occur += 1\n",
    "print(co_occur)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
